Abstract: This invention proposes a method of crowd abnormal behavior detection from video using artificial intelligence, includes three steps: step 1: Data-preprocessing; step 2: Feature extraction and abnormal prediction using a three-dimensional convolution neural network (3D CNN), step 3: Post-processing and synthesizing information to issue warning.

Abstract: A method for multi-object tracking from video. The method includes the following steps: (1) Capturing frames from the streaming source and preprocess the data; (2) Extract video features with three choices: a 3D-CNN backbone followed by a Transformer Encoder, a Video Transformer Encoder, a 2D-CNN Encoder with a stack of frames as input followed by a Transformer Encoder; (3) Multi-object tracking using a new end-to-end multi-task deep learning model named JDAT (Joint Detection Association Transformer), then post-processing and updating tracking state with Temporal Aggregation Module (TAM). The deep learning models in step 2 and step 3 are trained simultaneously end-to-end with a loss function that is accumulated over multiple timesteps (Collective Average Loss—CAL). Also, the model can be pretrained with weakly labeled image dataset in a self-supervised learning manner first, then finetuned on supervised video datasets with full tracking labels.

Abstract: Disclosed herein are pharmacologically acceptable magnetic nanoparticles suitable for administration to a subject.

Abstract: Disclosed are methods of preparing liposomes without size exclusion steps resulting in small sized liposomes exhibiting narrow size distribution and compositions of same. The methods utilize liposome formation from lyso-PS, PS, and PC as the only phospholipids.

Abstract: Compositions and methods for inducing immune tolerance to proteins and subsequence administration of the proteins are disclosed. Compositions comprise proteins complexed with liposomes comprising PS and PC, wherein at least part of the PS is present as lyso-PS.

Abstract: System, methods, and other embodiments described herein relate to skid recovery for a vehicle. In one embodiment, a method for controlling a vehicle during skid includes obtaining data indicating a skid condition of the vehicle, determining whether the skid condition can be corrected by counter-steering, and executing an intervention when the skid condition cannot be corrected by counter-steering, the intervention including inducing slippage in front wheels of the vehicle to change a direction and/or magnitude of lateral forces at the front wheels.

Abstract: Embodiments described herein include an applicator frame for a processing chamber. In an embodiment, the applicator frame comprises a first major surface of the applicator frame and a second major surface of the applicator frame opposite the first major surface. In an embodiment, the applicator frame further comprises a through hole, wherein the through hole extends entirely through the applicator frame. In an embodiment, the applicator frame also comprises a lateral channel embedded in the applicator frame. In an embodiment the lateral channel intersects the through hole.

Abstract: Embodiments disclosed herein include a high-frequency emission module. In an embodiment, the high-frequency emission module comprises a solid state high-frequency power source, an applicator for propagating high-frequency electromagnetic radiation from the power source, and a thermal break coupled between the power source and the applicator. In an embodiment, the thermal break comprises a substrate, a trace on the substrate, and a ground plane.

Abstract: Embodiments described herein include a processing tool that comprises a processing chamber, a chuck for supporting a substrate in the processing chamber, a dielectric window forming a portion of the processing chamber, and a modular high-frequency emission source. In an embodiment, the modular high-frequency emission source comprises a plurality of high-frequency emission modules. In an embodiment, each high-frequency emission module comprises, an oscillator module, amplification module, and an applicator. In an embodiment, the amplification module is coupled to the oscillator module. In an embodiment, the applicator is coupled to the amplification module. In an embodiment, the applicator is positioned proximate to the dielectric window.

Abstract: Embodiments disclosed herein include methods and apparatuses used to deposit graphene layers. In an embodiment, a method of depositing a graphene layer on a substrate comprises providing a substrate within a modular microwave plasma chamber, and flowing a carbon source and a hydrogen source into the modular microwave plasma chamber. In an embodiment, the method further comprises striking a plasma in the modular microwave plasma chamber, where a substrate temperature is below approximately 400° C., and depositing the graphene layer on the substrate.

Abstract: Embodiments described herein include a processing tool that comprises a processing chamber, a chuck for supporting a substrate in the processing chamber, a dielectric window forming a portion of the processing chamber, and a modular high-frequency emission source. In an embodiment, the modular high-frequency emission source comprises a plurality of high-frequency emission modules. In an embodiment, each high-frequency emission module comprises, an oscillator module, amplification module, and an applicator. In an embodiment, the amplification module is coupled to the oscillator module. In an embodiment, the applicator is coupled to the amplification module. In an embodiment, the applicator is positioned proximate to the dielectric window.

Abstract: An electrolyte and a fabricating method thereof, and a lithium battery are described. The fabricating method of the electrolyte has steps of: adding a PVDF-based polymer and a PMA-based polymer to a liquid electrolyte to form a mixture, wherein the liquid electrolyte comprises a lithium salt; heating the mixture to between 60 and 100° C. for more than 4 hours, so as to form a transparent solution; and cooling the transparent solution to form the electrolyte. The electrolyte is a gel-state electrolyte between ?60 and 80° C., which is suitable for use as an electrolyte in a lithium battery.

Abstract: An electrolyte composition, a method of fabricating the same, and an energy storage device with the electrolyte composition are provided. The method of fabricating an electrolyte composition has steps of: mixing a modified polyoxyethylene-based material and a siloxane-based material in a solvent to form a mixture in which a tail end of a group of the modified polyoxyethylene-based material has an amine group; and heating the mixture at a temperature ranging from 50 to 60° C. for a time ranging from 3 to 5 hours for obtaining an electrolyte composition, where the electrolyte composition is formed by bonding the amine group of the modified polyoxyethylene-based material to the siloxane-based material. The electrolyte composition enables conductive ions to conduct in an electrolyte easily.

Abstract: Disclosed herein are pharmacologically acceptable magnetic nanoparticles suitable for administration to a subject.

Abstract: Embodiments disclosed herein include a cleaning module for the exhaust line of a chamber. In an embodiment, a mobile cleaning module comprises a chamber where the chamber comprises a first opening and a second opening. In an embodiment, the cleaning module further comprises a lid to seal the first opening. In an embodiment, the lid comprises a dielectric plate, a dielectric resonator coupled to the dielectric plate, a monopole antenna positioned in a hole into the dielectric resonator, and a conductive layer surrounding the dielectric resonator.

Abstract: Compositions and methods for inducing immune tolerance to proteins and subsequence administration of the proteins are disclosed. Compositions comprise proteins complexed with liposomes comprising PS and PC, wherein at least part of the PS is present as lyso-PS.

Abstract: The strength of a proppant or sand control particulate may be improved by coating the proppant to form a composite. The composite has enhanced compressive strength between about 34 to about 130 MPa and minimizes the spalling of fines at closure stresses in excess of 5,000 psi. Conductivity of the proppant pack in the fractures is further enhanced due to the increase in strength of the particles.

Abstract: Embodiments include a modular high-frequency emission source. In an embodiment, the modular high-frequency emission source includes a plurality of high-frequency emission modules, where each high-frequency emission module comprises and oscillator module, an amplification module, and an applicator. In an embodiment the oscillator module comprises a voltage control circuit and a voltage controlled oscillator. In an embodiment, the amplification module is coupled to the oscillator module. In an embodiment, the applicator is coupled to the amplification module. In an embodiment, each high-frequency emission module includes a different oscillator module.

Abstract: Compositions and methods for inducing immune tolerance to proteins and subsequence administration of the proteins are disclosed. Compositions comprise proteins complexed with liposomes comprising PS and PC, wherein at least part of the PS is present as lyso-PS.

Abstract: Embodiments include a modular high-frequency emission source. In an embodiment, the modular high-frequency emission source includes a plurality of high-frequency emission modules, where each high-frequency emission module comprises an oscillator module, an amplification module, and an applicator. In an embodiment the oscillator module comprises a voltage control circuit and a voltage controlled oscillator. In an embodiment, the amplification module is coupled to the oscillator module. In an embodiment, the applicator is coupled to the amplification module. In an embodiment, each high-frequency emission module includes a different oscillator module.